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A Review of Integration Strategies to Support Gene Regulatory Network Construction

Gene regulatory network (GRN) construction is a central task of systems biology. Integration of different data sources to infer and construct GRNs is an important consideration for the success of this effort. In this paper, we will discuss distinctive strategies of data integration for GRN construct...

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Detalles Bibliográficos
Autores principales: Chen, Hailin, VanBuren, Vincent
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Scientific World Journal 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3543788/
https://www.ncbi.nlm.nih.gov/pubmed/23365519
http://dx.doi.org/10.1100/2012/435257
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author Chen, Hailin
VanBuren, Vincent
author_facet Chen, Hailin
VanBuren, Vincent
author_sort Chen, Hailin
collection PubMed
description Gene regulatory network (GRN) construction is a central task of systems biology. Integration of different data sources to infer and construct GRNs is an important consideration for the success of this effort. In this paper, we will discuss distinctive strategies of data integration for GRN construction. Basically, the process of integration of different data sources is divided into two phases: the first phase is collection of the required data and the second phase is data processing with advanced algorithms to infer the GRNs. In this paper these two phases are called “structural integration” and “analytic integration,” respectively. Compared with the nonintegration strategies, the integration strategies perform quite well and have better agreement with the experimental evidence.
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spelling pubmed-35437882013-01-30 A Review of Integration Strategies to Support Gene Regulatory Network Construction Chen, Hailin VanBuren, Vincent ScientificWorldJournal Review Article Gene regulatory network (GRN) construction is a central task of systems biology. Integration of different data sources to infer and construct GRNs is an important consideration for the success of this effort. In this paper, we will discuss distinctive strategies of data integration for GRN construction. Basically, the process of integration of different data sources is divided into two phases: the first phase is collection of the required data and the second phase is data processing with advanced algorithms to infer the GRNs. In this paper these two phases are called “structural integration” and “analytic integration,” respectively. Compared with the nonintegration strategies, the integration strategies perform quite well and have better agreement with the experimental evidence. The Scientific World Journal 2012-12-27 /pmc/articles/PMC3543788/ /pubmed/23365519 http://dx.doi.org/10.1100/2012/435257 Text en Copyright © 2012 H. Chen and V. VanBuren. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Chen, Hailin
VanBuren, Vincent
A Review of Integration Strategies to Support Gene Regulatory Network Construction
title A Review of Integration Strategies to Support Gene Regulatory Network Construction
title_full A Review of Integration Strategies to Support Gene Regulatory Network Construction
title_fullStr A Review of Integration Strategies to Support Gene Regulatory Network Construction
title_full_unstemmed A Review of Integration Strategies to Support Gene Regulatory Network Construction
title_short A Review of Integration Strategies to Support Gene Regulatory Network Construction
title_sort review of integration strategies to support gene regulatory network construction
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3543788/
https://www.ncbi.nlm.nih.gov/pubmed/23365519
http://dx.doi.org/10.1100/2012/435257
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